Qwen3.8 2.4T A95B (low) vs GLM 5.2 (high)

Compared models

Recommended model GLM 5.2 (high)

Its score stays close to the best score here (8.0 vs 8.1), while costing about 3.3x less than Qwen3.8 2.4T A95B (low).

Metric	Qwen3.8 2.4T A95B Qwen3.8 2.4T A95B low Release: 2026-08-12	GLM 5.2 GLM 5.2 high Release: 2026-06-17

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

low

high

Reached the allocated time limit (300 seconds) without receiving showcase output.

Category:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		22.04s	1,104	397	4,814
GLM 5.2	10.0	10.0	100.0%	0		5.80s	639	406	2,660

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	7.8	9.3	66.7%	0		172.53s	6,716	21,405	57,399
GLM 5.2	6.4	8.6	33.3%	0		73.03s	5,124	2,302	22,546

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	8.2	6.9	66.7%	1		231.85s	85,267	8,008	50,681
GLM 5.2	10.0	10.0	100.0%	0		321.47s	61,516	18,824	63,861

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		22.27s	7,956	839	2,445
GLM 5.2	10.0	10.0	100.0%	0		5.81s	7,143	435	1,414

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	3.2	9.3	0.0%	0		287.65s	1,008	16,133	156,114
GLM 5.2	3.1	6.5	11.1%	1		126.85s	560	49,045	157,522

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	6.1	3.1	66.7%	1		22.97s	606	44	1,497
GLM 5.2	10.0	10.0	100.0%	0		12.90s	498	63	1,743

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	9.8	10.0	100.0%	0		19.54s	903	263	1,480
GLM 5.2	10.0	10.0	100.0%	0		4.26s	678	151	1,210

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		43.37s	1,026	1,154	25,563
GLM 5.2	6.0	4.6	66.7%	2		33.71s	665	568	22,392

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		25.88s	8,481	302	975
GLM 5.2	10.0	10.0	100.0%	0		9.25s	6,861	246	503

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 2.4T A95B	3.0	10.0	0.0%	0		422.46s	212	72,500	73,528
GLM 5.2	3.0	10.0	0.0%	0		127.82s	138	0	18,764

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